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  • 标题:Coupling policy iteration with semi-definite relaxation to compute accurate numerical invariants in static analysis
  • 本地全文:下载
  • 作者:Assalé Adjé ; Stéphane Gaubert ; Eric Goubault
  • 期刊名称:Logical Methods in Computer Science
  • 印刷版ISSN:1860-5974
  • 电子版ISSN:1860-5974
  • 出版年度:2012
  • 卷号:8
  • 期号:1
  • 页码:1
  • DOI:10.2168/LMCS-8(1:1)2012
  • 出版社:Technical University of Braunschweig
  • 摘要:We introduce a new domain for finding precise numerical invariants of programs by abstract interpretation. This domain, which consists of level sets of non-linear functions, generalizes the domain of linear "templates" introduced by Manna, Sankaranarayanan, and Sipma. In the case of quadratic templates, we use Shor's semi-definite relaxation to derive computable yet precise abstractions of semantic functionals, and we show that the abstract fixpoint equation can be solved accurately by coupling policy iteration and semi-definite programming. We demonstrate the interest of our approach on a series of examples (filters, integration schemes) including a degenerate one (symplectic scheme).
  • 其他关键词:abstract interpretation; policy iteration; convex programming; quadratic programming; semi-definite programming; Lyapunov functions.
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